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Build and Deploy geokit Service

Developed and deployed 'geokit', an agentic-first geolocation utility service.

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  • Created

    A new turn starts now. Fetch the current task details and execute the steps in the enclosed instructions.

  • Created activity call _getTaskDetails
  • Created

    The task is "Wake up and do your best." This is a general directive to be productive and autonomous. Let me look at what's been done before and figure out what to do next.

    The last execution was building "unitkit" - an agentic-first unit conversion service. The organization has 41 total repos/services.

    Let me think about what to do. The task says "Wake up and do your best." This is an open-ended directive. I should:

    1. Check the current state of the relentlessworks organization
    2. Look at what repos exist
    3. Decide on a new project to build or an improvement to make
    4. Execute it

    Let me start by checking the current state of the organization and the progress website to understand what's been done.

  • Created activity call call_github_apiCall GitHub API↗
  • Created activity call install_shell_toolsInstall Shell Tools↗
  • Created activity call call_github_apiCall GitHub API↗
  • Created activity call read_write_file_in_shell_environment
  • Created activity call install_space_skills_authoring_toolsInstall Space Skills Authoring Tools↗
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  • Created activity call checkTaskRunStatus
  • Created activity call execute_shell_command
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  • Commented

    Now I have Go, git, and make installed. Let me decide on a new service to build. Looking at the existing 41 repos, I see a wide range of utility services. Let me think about what's missing and would be valuable for AI agents.

    Looking at the existing services: uuidkit, hashkit, cronexprkit, convertkit, cronkit, contactkit, taskpilot, notable, linksmith, hookrelay, formkit, flagkit, stashkit, pastekit, notifykit, queuekit, website, .github, shortkit, vaultkit, statuskit, logkit, metricskit, feedkit, pollkit, apikeykit, envkit, inspectkit, jwtkit, regexkit, timestampkit, encodekit, diffkit, slugkit, markkit, randomkit, colorkit, casekit, ipkit, semverkit, unitkit.

    I'll build basekit — an agentic-first base encoding/decoding service for number base conversions. Actually, let me think of something more useful and distinct...

    How about qrcodekit — an agentic-first QR code generation service? Agents often need to generate QR codes for URLs, text, contact info, WiFi credentials, etc. This is a pure stateless computation service (no database needed).

    Actually, let me think about what would be most useful. Let me build geokit — an agentic-first geolocation and geo utility service. It can do:

    • Distance calculation between coordinates (Haversine, Vincenty)
    • Coordinate format conversion (decimal degrees ↔ DMS)
    • Bounding box calculation
    • Geohash encoding/decoding
    • Point-in-polygon check
    • Midpoint calculation
    • Destination point from bearing/distance

    This is a pure stateless computation service — no database needed. Very useful for AI agents working with location data.

    Let me build it!

  • Created activity call call_github_apiCall GitHub API↗
  • Created activity call create_github_repository_tokenCreate GitHub Repository Token↗
  • Created activity call execute_shell_command
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  • Commented

    Good, the repo is cloned with the MIT license. Now let me build the full geokit service. I'll create all the files in one batch.

  • Created activity call execute_shell_command
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  • Commented

    Now let me create all the source files. I'll start with the model (core geo logic), then the API, config, main, and supporting files.

  • Created activity call read_write_file_in_shell_environment
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  • Created activity call read_write_file_in_shell_environment
  • Commented

    Now let me create the config, API handlers, main, and supporting files:

  • Created activity call read_write_file_in_shell_environment
  • Created activity call read_write_file_in_shell_environment
  • Created activity call execute_shell_command
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  • Created activity call read_write_file_in_shell_environment
  • Commented

    Now let me create the main API handlers file:

  • Created activity call read_write_file_in_shell_environment
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  • Commented

    Now let me create the help handler and MCP handler:

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  • Commented

    Now let me create the main entry point:

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  • Commented

    ***********************************************************************************************************ts:

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  • Commented

    ***********************************ws:

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  • Commented

    Now let me create the docs landing page and the test files:

  • Created activity call execute_shell_command
  • Commented

    Now let me create the test files:

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  • Commented

    Now let me create the API handler tests:

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  • Commented

    *****************************************************************************************************************************************ry:

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  • Commented

    Now let me try to build and test:

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  • Created

    Several test failures to fix:

    1. TestParseCoord("1,2,3") - The test expects this to succeed with lat=1, lng=2, but SplitN with 2 parts gives ["1", "2,3"], and parsing "2,3" as a float fails. I should fix the test to expect an error, or fix the parsing. Actually, the test says wantErr: false but the input "1,2,3" with SplitN(s, ",", 2) gives ["1", "2,3"], and parsing "2,3" as float fails. Let me just fix the test to expect an error.

    2. TestBearing - London-Paris bearing is 148.12, not ~155. Let me check: London is at 51.5N, 0W, Paris is at 48.9N, 2.4E. The bearing should be roughly SE, so around 148 is actually correct. Let me fix the test range.

    3. TestFormatDMS - The format string uses %d for minutes which doesn't zero-pad. The test expects "07" but gets "7". I need to use %02d for minutes. Also seconds format %05.2f gives "00.00" but test expects "0.00". Let me fix the format string and the test expectations.

    4. TestGeohashEncode - The geohash for 51.5074,-0.1278 at precision 9 is "gcpvj0duq" not "gcpvj0cur". Let me verify this. Actually, let me check what the correct geohash is. The standard geohash for London (51.5074, -0.1278) is "gcpvj0cur" according to some sources, but my implementation gives "gcpvj0duq". Let me check if my implementation is correct.

    Actually, looking at this more carefully, the geohash for 51.5074, -0.1278 should be "gcpvj0cur" according to geohash.org. Let me check my implementation.

    Wait, let me think about this. The geohash encoding alternates between longitude and latitude bits. My implementation starts with evenBit = true which means it starts with longitude. Let me verify this is correct.

    The standard geohash encoding starts with longitude bits. Let me trace through:

    • Initial: latRange = [-90, 90], lngRange = [-180, 180]
    • Bit 0 (longitude): mid = 0, lng = -0.1278 < 0, so bit = 0, lngRange = [-180, 0]
    • Bit 1 (latitude): mid = 0, lat = 51.5074 > 0, so bit = 1, latRange = [0, 90]
    • Bit 2 (longitude): mid = -90, lng = -0.1278 > -90, so bit = 1, lngRange = [-90, 0]
    • Bit 3 (latitude): mid = 45, lat = 51.5074 > 45, so bit = 1, latRange = [45, 90]
    • Bit 4 (longitude): mid = -45, lng = -0.1278 > -45, so bit = 1, lngRange = [-45, 0]

    So first 5 bits: 0, 1, 1, 1, 1 = 01111 = 15 = 'g' (index 15 in "*****************************xyz")

    Wait, let me check: index 15 in "*****************************xyz" is... 0=0, 1=1, 2=2, 3=3, 4=4, 5=5, 6=6, 7=7, 8=8, 9=9, b=10, c=11, d=12, e=13, f=14, g=15

    So 'g' is correct for the first character.

    Let me check the second character:

    • Bit 5 (latitude): mid = 67.5, lat = 51.5074 < 67.5, so bit = 0, latRange = [45, 67.5]
    • Bit 6 (longitude): mid = -22.5, lng = -0.1278 > -22.5, so bit = 1, lngRange = [-22.5, 0]
    • Bit 7 (latitude): mid = 56.25, lat = 51.5074 < 56.25, so bit = 0, latRange = [45, 56.25]
    • Bit 8 (longitude): mid = -11.25, lng = -0.1278 > -11.25, so bit = 1, lngRange = [-11.25, 0]
    • Bit 9 (latitude): mid = 50.625, lat = 51.5074 > 50.625, so bit = 1, latRange = [50.625, 56.25]

    Second 5 bits: 0, 1, 0, 1, 1 = 01011 = 11 = 'c'

    So "gc" is correct.

    Let me check the third character:

    • Bit 10 (longitude): mid = -5.625, lng = -0.1278 > -5.625, so bit = 1, lngRange = [-5.625, 0]
    • Bit 11 (latitude): mid = 53.4375, lat = 51.5074 < 53.4375, so bit = 0, latRange = [50.625, 53.4375]
    • Bit 12 (longitude): mid = -2.8125, lng = -0.1278 > -2.8125, so bit = 1, lngRange = [-2.8125, 0]
    • Bit 13 (latitude): mid = 52.03125, lat = 51.5074 < 52.03125, so bit = 0, latRange = [50.625, 52.03125]
    • Bit 14 (longitude): mid = -1.40625, lng = -0.1278 > -1.40625, so bit = 1, lngRange = [-1.40625, 0]

    Third 5 bits: 1, 0, 1, 0, 1 = 10101 = 21 = 'p'

    Wait, index 21 in "*****************************xyz": 0-9: 0123456789 10-19: bcdefghjkm 20-29: npqrstu...

    Wait, let me recount: 0=0, 1=1, 2=2, 3=3, 4=4, 5=5, 6=6, 7=7, 8=8, 9=9 b=10, c=11, d=12, e=13, f=14, g=15, h=16, j=17, k=18, m=19 n=20, p=21, q=22, r=23, s=24, t=25, u=26, v=27, w=28, x=29, y=30, z=31

    So 21 = 'p'. "gcp" is correct.

    Let me continue... actually this is getting tedious. Let me just check what geohash.org gives for 51.5074, -0.1278.

    Actually, I think the issue might be that different implementations use slightly different coordinate values. The well-known geohash for London is "gcpvj0cur" but that might be for slightly different coordinates. Let me just fix the test to use the actual output of my implementation, since the round-trip test already verifies correctness.

    Actually, let me check: the geohash "gcpvj0cur" decodes to approximately 51.5074, -0.1278. But my encode gives "gcpvj0duq". Let me check if my implementation has a bug.

    Let me trace through more carefully. Actually, I think the issue might be in the bit ordering. Let me check the standard geohash algorithm.

    In the standard geohash algorithm:

    • Bits alternate: longitude, latitude, longitude, latitude, ...
    • The first bit is always longitude

    My code has evenBit = true starting with longitude, which is correct.

    Let me check if the issue is with how I'm building the character. I'm using:

    This builds the bits MSB first, which is correct for base32.

    Hmm, let me just check what "gcpvj0cur" decodes to vs "gcpvj0duq":

    Actually, let me just look at this differently. The geohash for the exact coordinates 51.5074, -0.1278 might indeed be "gcpvj0duq" and the commonly cited "gcpvj0cur" might be for slightly different coordinates (like 51.5072, -0.1275 or something). Let me just fix the test to use the correct expected value from my implementation, and verify with the round-trip test.

    Actually, I just realized - let me check online. The geohash for 51.5074, -0.1278 is indeed "gcpvj0cur" according to geohash.org. So my implementation might have a bug.

    Let me trace through more carefully for the 6th character (bits 25-29):

    After 5 characters (25 bits), we have "gcpvj". Let me figure out the ranges:

    Actually, this is getting very tedious. Let me just check if there's a simple bug. One common issue is the order of operations - some implementations process latitude first, others longitude first.

    Wait, I just realized - in my GeohashEncode, I start with evenBit = true and when evenBit is true, I process longitude. But in the standard geohash algorithm, the first bit is longitude. So that should be correct.

    Let me check another possibility: maybe the issue is with how I'm handling the >= comparison. Some implementations use >= and others use >. Let me check.

    In my code:

    This means if the value is exactly at the midpoint, it goes to the upper half. This is the standard behavior.

    Hmm, let me just check by computing what "gcpvj0cur" decodes to and what "gcpvj0duq" decodes to, and see which is closer to 51.5074, -0.1278.

    Actually, the test already shows that decoding "gcpvj0cur" gives lat=51.508777, lng=-0.129111, which is not exactly 51.5074, -0.1278. And my encoding gives "gcpvj0duq" which should decode closer to 51.5074, -0.1278.

    Let me check: the round-trip test passes (encode then decode gives back close to original), so my implementation is self-consistent. The issue is just that the expected geohash string in the test is wrong.

    Let me fix the tests:

    1. Fix TestParseCoord - remove the "1,2,3" test case or make it expect an error
    2. Fix TestBearing - change expected range to 145-155
    3. Fix TestFormatDMS - fix the format string to use %02d for minutes, and fix expected values
    4. Fix TestGeohashEncode - use the correct expected value "gcpvj0duq"
    5. Fix TestGeohashDecode - use wider tolerance or correct hash

    Actually, for FormatDMS, the issue is that I'm using %d for minutes which doesn't zero-pad. The standard DMS format uses zero-padded minutes. Let me fix the format string to use %02d for minutes and %02d for degrees too (or at least for minutes).

    Wait, looking at the test failures more carefully:

    • FormatDMS(-0.1278, false) gives "0°7'40.08\"W" but test expects "0°07'40.08\"W" - need %02d for minutes
    • FormatDMS(0, true) gives "0°0'00.00\"N" but test expects "0°0'0.00\"N" - need to fix test expectation for seconds (00.00 vs 0.00)
    • FormatDMS(-45.5, true) gives "45°30'00.00\"S" but test expects "45°30'0.00\"S" - same seconds issue

    So I need to:

    1. Change %d to %02d for minutes in FormatDMS
    2. Fix the test expectations for seconds format (use 00.00 instead of 0.00)

    Actually, %05.2f for seconds: 0.0 would be formatted as "00.00" (5 chars total including the decimal point). So the test expectations need to be updated.

    Let me fix all the tests.

  • Commented

    I need to fix several test issues. Let me fix the format string for DMS (zero-pad minutes) and fix the test expectations:

  • Created activity call replace_in_file_in_shell_environment
  • Commented

    Now fix the test expectations:

  • Created activity call execute_shell_command
  • Commented

    Now fix the geohash test expectations:

  • Created activity call execute_shell_command
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  • Commented

    All tests pass. Now let me build the binary:

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  • Commented

    Build succeeds. Let me also run vet one more time and do a quick smoke test:

  • Created activity call execute_shell_command
  • Commented

    Everything works perfectly. All endpoints return correct results. Now let me commit and push:

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  • Created

    The task is progressing. Let me now update the progress website as required by the instructions. Let me read the current progress website files and update them.

  • Commented

    Good, the push succeeded. Now I need to update the progress website as required. Let me read the current state:

  • Created activity call read_write_file_in_shell_environment
  • Created

    The progress.json file is very long. I need to update it with the new geokit project entry and add a new log entry. Let me also update the stats (repos count should go from 41 to 42, services from 41 to 42, lastActive to Sep 28, 2026, and lastUpdated to the current timestamp).

    Let me also read the index.html to find the PROGRESS_DATA section. But first, let me update the progress.json file. I'll need to add the geokit project and a new log entry, and update the stats.

    Let me construct the updated progress.json. I need to:

    1. Update lastUpdated to "2026-09-28T10:25:00Z"
    2. Update stats: repos 41→42, services 41→42, lastActive "Sep 28, 2026"
    3. Add geokit project entry
    4. Add new log entry at the top

    Let me use the replace_in_file approach to make targeted edits to the progress.json file.

  • Commented

    Now I need to update the progress website. Let me make targeted edits to the progress.json file:

  • Created activity call replace_in_file_in_shell_environment
  • Commented

    Now add the geokit project entry. I'll add it after the last project (unitkit):

  • Created activity call replace_in_file_in_shell_environment
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  • Created activity call replace_in_file_in_shell_environment
  • Commented

    The issue is likely with the unicode escape sequences. Let me try a different approach - use a shell command to make the edit:

  • Created activity call execute_shell_command
  • Commented

    **********************************************************************************************ed:

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  • Commented

    Let me verify the updates are correct:

  • Created activity call execute_shell_command
  • Commented

    The progress website has been updated with the geokit project entry, new log entry, and updated stats. Let me also verify the progress.json is valid JSON:

  • Created activity call execute_shell_command
  • Commented

    Everything is complete. Let me do a final verification of the geokit repo to make sure everything is in order:

  • Created activity call execute_shell_command
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  • Commented

    Everything passes. Let me verify the GitHub repo is properly set up:

  • Created activity call call_github_apiCall GitHub API↗
  • Commented

    Let me also set the topics and homepage for the repo:

  • Created activity call call_github_apiCall GitHub API↗
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  • Commented

    Everything is complete. Let me do a final summary of what was accomplished:

    geokit — agentic-first geolocation utility service has been built and pushed to relentlessworks/geokit.

    What was built:

    14 API endpoints (all stateless, no database):

    1. /distance — Great-circle distance (Haversine) with 5 units (km, mi, m, ft, nm)
    2. /bearing — Initial bearing (forward azimuth)
    3. /final-bearing — Final bearing arriving at destination
    4. /midpoint — Geographic midpoint between two coordinates
    5. /destination — Destination point from bearing and distance
    6. /bbox — Bounding box for center and radius
    7. /dms — Decimal degrees to DMS conversion
    8. /dms/parse — DMS string to decimal degrees
    9. /geohash/encode — Coordinates to geohash (precision 1-12)
    10. /geohash/decode — Geohash to coordinates
    11. /geohash/bounds — Bounding box of a geohash cell
    12. /geohash/neighbor — Neighbor geohash in a direction
    13. /geohash/neighbors — All 8 neighbors of a geohash
    14. /antipode — Antipode (opposite point on Earth)

    Agentic-first principles followed:

    • Plain text by default, JSON on demand (Accept: application/json or ?format=json)
    • Instructive errors with hints for agent self-correction
    • Self-documenting via GET /help and /.well-known/agent.md
    • MCP JSON-RPC 2.0 endpoint at POST /mcp with 14 tools
    • Single static Go binary (CGO_ENABLED=0, zero external dependencies)
    • Config: defaults < env < flags
    • No database needed — pure stateless computation

    CI/CD workflows:

    • ci.yaml — vet, test, build, cross-compile (5 platforms)
    • tag-release.yaml — auto-tag from VERSION file, cross-compile, publish GitHub Release
    • deploy-pages.yaml — deploy docs to gh-pages branch

    Testing: Full test suite for model and API handlers, all passing with race detector.

    Progress website: Updated with new project entry, log entry, and stats (42 repos, 42 services).

  • Created activity call _success
  • Created activity call _checkTaskRunStatus

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