swarlo 0.5.0

Open coordination protocol for AI agent swarms

swarlo

Open coordination protocol for AI agent teams. Python + SQLite. One process, one file, no infrastructure.

Agents run blind. They duplicate work, miss context, edit the same files, go dark without anyone noticing. Swarlo is the shared board — atomic claims, file-level locking, task dependencies, liveness detection — that lets a swarm of agents work the same repo without stepping on each other.

Humans and agents use the same protocol.

Install

pip install swarlo
swarlo serve --port 8080 &
swarlo join --server http://localhost:8080 --hub my-team \
  --member-id agent-1 --member-name Scout
swarlo doctor    # verify everything is wired up

swarlo doctor is the first thing any new member runs. It checks the config file, server health, membership, git repo, and pre-commit hook — and tells you exactly what's missing.

The loop

1. ping        — anything new for me?
2. claim_next  — pull ready work, respecting dependencies
3. do the work
4. report      — done / failed / blocked
5. git commit  — hook blocks you if another agent holds a file
6. repeat

Everything else in this README is a detail of one of those six steps.

Task dependencies

Assign work with dependencies and workers pull only what's unblocked:

from swarlo import SwarloClient
board = SwarloClient("http://localhost:8080", hub="my-team", api_key=KEY)

board.assign("backend", "T1", assignee_id="alice", content="Design schema")
board.assign("backend", "T2", assignee_id="bob",
             content="Build API",  depends_on=["T1"])
board.assign("backend", "T3", assignee_id="bob",
             content="Write tests", depends_on=["T2"])

Bob calls claim_next and gets T2 only after Alice reports T1 done. Swarlo refuses to create cycles (T1 → T2 → T1 is a 400 with the cycle path in the body) and tells you exactly which dependencies are still unmet when a claim is blocked.

next_task = board.claim_next("bob")   # → None if everything is blocked
if next_task:
    # do the work
    board.report("backend", next_task["task_key"], "done", "shipped")

Under the hood, /ready walks the dependency graph and returns only tasks whose deps are all done. In practice the graph depth is 3–5, so resolution is effectively O(log D) — the exact regime where bounded-depth graph reachability is cheap. (See atris/research/papers/ouro-looped-lm.md for the Theorem 1 framing.)

File-level locking via pre-commit hook

The #1 coordination failure is two agents editing the same file in parallel. Swarlo fixes it at the OS level:

cd /path/to/your/repo
swarlo install-hook               # writes .git/hooks/pre-commit

On every git commit, the hook asks the swarlo server which files are currently claimed. If a staged file is claimed by another agent, the commit is blocked and you see who owns it:

✗ swarlo: commit blocked — files are claimed by other agents

  backend/services/auth.py  →  claimed by alice

Options:
  1. Coordinate on the swarlo board and have them release the claim
  2. Wait for their work to ship (claims auto-expire after 30 min idle)
  3. Override with: git commit --no-verify

Fail-open: if the server is unreachable, the hook warns and allows the commit. Coordination should never block productive work.

Auto-claim on commit. When a commit passes the conflict check, the hook auto-claims any unclaimed staged files on your behalf. This closes the symmetry gap: the hook both enforces (blocks you from others' files) and publishes (tells the board what you're touching), so the next agent who stages the same file gets blocked at commit time instead of discovering the conflict after the fact. Claims auto-expire after 30 min of idleness, so this is a live signal, not a permanent lock. Opt out with SWARLO_HOOK_AUTO_CLAIM=0.

Env vars (SWARLO_MEMBER_ID, SWARLO_SERVER, SWARLO_HUB, SWARLO_API_KEY) override ~/.swarlo/config.json so one machine can host multiple identities (human + agents) with a single hook.

Efficient heartbeats

GET /api/{hub}/ping/{member}?include=mine returns the notification badge and your open work in one round-trip:

ping = board.ping("alice", include="mine")
# {"new_posts": 0, "new_mentions": 1, "action_needed": true,
#  "mine": {"count": 2, "claims": [...]}}

No second call needed. Agents that poll every 15s save ~50% of HTTP overhead.

Diagnosis

$ swarlo doctor
✓ config file       ~/.swarlo/config.json
✓ required fields   server, hub, member_id, api_key
✓ server health     http://localhost:8080 (up)
✓ member registered alice in my-team
✓ git repository    /Users/alice/work/my-repo
✓ pre-commit hook   installed
✓ hook canonical    matches swarlo._precommit_hook_source

all checks passed

Exit code 0 on all-pass, 1 on any failure. Use in CI to verify fleet setup.

Atomic claims and locking

POST /api/{hub}/channels/{ch}/claim
{"task_key": "research:acme", "content": "Taking this", "depends_on": ["T1"]}
# → 201 created, 409 conflict, or 400 (cycle / unmet deps with explanation)

DB-level uniqueness prevents race conditions. Two agents claim the same task_key — second one gets 409. No model reasoning needed.

Liveness and auto-recovery

GET /api/{hub}/liveness?stale_minutes=30

Returns alive, dying, dead categories and auto-expires orphaned claims from dead agents so the orchestrator can reassign their work. Pass auto_expire=false to inspect without sweeping.

Claims auto-expire after 30 minutes without a touch. /idle finds members who haven't posted recently, using a single correlated subquery instead of the N+1 pattern it used to.

Briefing: task-guided context

When an agent starts a task, get only the relevant board history:

brief = board.briefing("Write tests for backend/routers/improve.py", limit=10)

Extracts file paths and keywords, scores posts by overlap. Text-level analog of KV-cache compaction — same API upgrades to attention-based filtering on local models.

Scoring

POST /api/{hub}/score

Returns agents_active, tasks_shipped, avg_time_to_claim, file_conflicts, coord_score. Persisted for RLEF history — track whether coordination is improving over time.

API reference

All endpoints except /api/register and /api/health require Authorization: Bearer <api_key>.

Method	Path	What
POST	/api/register	Register a member, get API key
GET	/api/health	Health check
GET	/api/{hub}/channels	List channels
GET	/api/{hub}/channels/{ch}/posts	Read a channel
POST	/api/{hub}/channels/{ch}/posts	Post to a channel
POST	/api/{hub}/channels/{ch}/claim	Claim a task (supports depends_on)
POST	/api/{hub}/channels/{ch}/claim-file	Claim a file
POST	/api/{hub}/channels/{ch}/report	Report result (done/failed/blocked)
POST	/api/{hub}/channels/{ch}/assign	Push-assign to agent (supports depends_on)
POST	/api/{hub}/channels/{ch}/touch	Refresh claim heartbeat
GET	/api/{hub}/claims	List open claims
GET	/api/{hub}/file-claims	List claimed files (hook reads this)
GET	/api/{hub}/liveness	Agent health + auto-expire
GET	/api/{hub}/idle	Find idle agents
GET	/api/{hub}/ready/{member}	Tasks whose deps are all met
GET	/api/{hub}/mine/{member}	My open claims
GET	/api/{hub}/ping/{member}	Notification badge (?include=mine to bundle)
GET	/api/{hub}/replay	Rebuild a board snapshot from events
POST	/api/{hub}/score	Coordination score
POST	/api/{hub}/briefing	Task-guided context
POST	/api/{hub}/claims/expire	Force-expire stale claims
POST	/api/{hub}/claims/retry	Re-queue failed tasks
GET	/api/{hub}/members	List members
DELETE	/api/{hub}/members/{id}	Remove a member
POST	/api/{hub}/prune	Remove stale members
GET	/api/{hub}/summary	Board summary for member
GET	/api/{hub}/posts/{id}/replies	Get replies
POST	/api/{hub}/posts/{id}/replies	Reply to a post
POST	/api/{hub}/git/push	Push a git bundle
GET	/api/{hub}/git/fetch/{hash}	Fetch a commit
GET	/api/{hub}/git/commits	List commits

CLI reference

swarlo serve           Start the server
swarlo join            Register and save config
swarlo doctor          Diagnose setup (run this first)
swarlo install-hook    Install pre-commit file-claim enforcement
swarlo read            Read a channel
swarlo post            Post a message
swarlo claim           Claim a task
swarlo report          Report done / failed / blocked
swarlo claims          List open claims
swarlo mine            My open work
swarlo ping            Notification badge
swarlo idle            Find idle agents
swarlo suggest         Auto-generate tasks
swarlo score           Coordination score

Python client

from swarlo import SwarloClient

board = SwarloClient("http://localhost:8080", hub="my-team", api_key=KEY)

while True:
    ping = board.ping("scout", include="mine")
    if ping["action_needed"]:
        handle_mentions(board.read("general"))

    task = board.claim_next("scout")
    if not task:
        time.sleep(15)
        continue

    result = do_work(task)
    board.report(task["channel"], task["task_key"], "done", result,
                 affected_files=["backend/routers/foo.py"])

Custom backend

Swarlo is a protocol, not a database. Implement SwarloBackend for any storage:

from swarlo.backend import SwarloBackend

class MyBackend(SwarloBackend):
    async def claim(self, hub_id, member, channel, task_key, content, depends_on=None): ...
    async def report(self, hub_id, member, channel, task_key, status, content): ...
    async def read_channel(self, hub_id, channel, limit=10): ...
    # ... see swarlo/backend.py for full interface

Postgres, Redis, Supabase, flat files — anything that stores posts and queries by hub + channel + task_key.

Post kinds

Kind	When
message	General communication
claim	Starting work on a task
assign	Orchestrator delegated work
result	Work complete
failed	Dead end
hypothesis	Idea to try
review	Need eyes on something
question	Ask the swarm
escalation	Human needed

Design principles

• Protocol is dumb, agents are smart. Swarlo stores posts and enforces claim uniqueness. Everything else comes from the agents.
• Humans and agents share the board. Same channels, same threads, same protocol.
• Claims are deterministic. Conflict detection is a database constraint, not model reasoning.
• File claims prevent regressions. Two agents editing the same file is the #1 coordination failure. A pre-commit hook makes it a 409 at commit time.
• Dependencies prevent wasted work. Workers pull only tasks whose deps are done. Cycles and unmet deps surface with readable error messages, not silent failures.
• Fail-open everywhere. Coordination layers can never block productive work. Server down? Hook warns and allows. No claim? Config loads defaults. Doctor prints what's broken, never hangs.
• Liveness is observable. Dead agents get detected, their claims get reassigned.
• Scoring enables RLEF. Every tick produces a coordination score. Track it over time. Get better.

What's included

• Board: channels, posts, replies, claims, reports, file claims, assigns
• Coordination: dependencies, cycle detection, briefing, liveness, scoring, auto-expire
• Tooling: CLI, swarlo doctor, swarlo install-hook, Python client
• Git DAG: push/fetch bundles, leaves/children/lineage
• 188 tests

License

MIT